Action Detection on THUMOS'14

Metric: mAP (higher is better)

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#	Model↕	mAP▼	Extra Data	Paper	Date↕	Code
1	GateHUB(TimeSformer)	72.5	No	GateHUB: Gated History Unit with Background Supp...	2022-06-09	-
2	MiniROAD	71.8	No	-	-	Code
3	GateHUB	70.7	No	GateHUB: Gated History Unit with Background Supp...	2022-06-09	-
4	LSTR	69.5	No	Long Short-Term Transformer for Online Action De...	2021-07-07	Code
5	WOAD	67.1	No	WOAD: Weakly Supervised Online Action Detection ...	2020-06-05	-
6	Colar	66.9	No	Colar: Effective and Efficient Online Action Det...	2022-03-02	Code
7	GateHUB (RGB only)	66.5	No	GateHUB: Gated History Unit with Background Supp...	2022-06-09	-
8	OadTR	65.2	No	OadTR: Online Action Detection with Transformers	2021-06-21	Code
9	OadTR-b2	64.5	No	Continual Transformers: Redundancy-Free Attentio...	2022-01-17	Code
10	CoOadTR-b2	64.4	No	Continual Transformers: Redundancy-Free Attentio...	2022-01-17	Code
11	OadTR	64.2	No	Continual Transformers: Redundancy-Free Attentio...	2022-01-17	Code
12	OadTR-b1	63.9	No	Continual Transformers: Redundancy-Free Attentio...	2022-01-17	Code
13	TRN	62.1	No	Temporal Recurrent Networks for Online Action De...	2018-11-18	Code
14	Colar(RGB only)	58.6	No	Colar: Effective and Efficient Online Action Det...	2022-03-02	Code

#1GateHUB(TimeSformer)SOTA
72.5
mAP· 2022-06-09
GateHUB: Gated History Unit with Background Suppression for Online Action Detection
#2MiniROAD
71.8
mAP
No paperCode
#3GateHUB
70.7
mAP· 2022-06-09
GateHUB: Gated History Unit with Background Suppression for Online Action Detection
#4LSTRSOTA
69.5
mAP· 2021-07-07
Long Short-Term Transformer for Online Action Detection Code
#5WOADSOTA
67.1
mAP· 2020-06-05
WOAD: Weakly Supervised Online Action Detection in Untrimmed Videos
#6Colar
66.9
mAP· 2022-03-02
Colar: Effective and Efficient Online Action Detection by Consulting Exemplars Code
#7GateHUB (RGB only)
66.5
mAP· 2022-06-09
GateHUB: Gated History Unit with Background Suppression for Online Action Detection
#8OadTR
65.2
mAP· 2021-06-21
OadTR: Online Action Detection with Transformers Code
#9OadTR-b2
64.5
mAP· 2022-01-17
Continual Transformers: Redundancy-Free Attention for Online Inference Code
#10CoOadTR-b2
64.4
mAP· 2022-01-17
Continual Transformers: Redundancy-Free Attention for Online Inference Code
#11OadTR
64.2
mAP· 2022-01-17
Continual Transformers: Redundancy-Free Attention for Online Inference Code
#12OadTR-b1
63.9
mAP· 2022-01-17
Continual Transformers: Redundancy-Free Attention for Online Inference Code
#13TRNSOTA
62.1
mAP· 2018-11-18
Temporal Recurrent Networks for Online Action Detection Code
#14Colar(RGB only)
58.6
mAP· 2022-03-02
Colar: Effective and Efficient Online Action Detection by Consulting Exemplars Code